---
title: "PAE — (Perception Attribution Error) Research"
description: "What happens when an AI and a human observe the same scene and report different things? Perception Attribution Error (PAE) is a proposed taxonomy for the gap between organic and synthetic perception..."
url: https://doctorwomp.com/pae/
date: 2026-03-14
modified: 2026-04-22
author: "sonicaspect"
type: page
lang: en
---

# PAE — (Perception Attribution Error) Research

What happens when an AI and a human observe the same scene and report different things? Perception Attribution Error (PAE) is a proposed taxonomy for the gap between organic and synthetic perception — and why that gap is not the same as hallucination.

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## **PAE – (Perception Attribution Error) Framework Series**

```
(INDEX)

-(https://doctorwomp.com/pae_part_1/)
-(https://doctorwomp.com/pae_part_2/)
-(https://doctorwomp.com/pae_part_3/)
-(https://doctorwomp.com/pae_part_4/)
-(https://doctorwomp.com/pae_part_5/)
-(https://doctorwomp.com/pae_part_6/)
-(https://doctorwomp.com/pae_part_7/)
-(https://doctorwomp.com/pae_part_8/)
-(https://doctorwomp.com/pae_part_9/)
```

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All research will be made available for free, but donations to support the work are appreciated.

👊💜

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**(PATREON): **

[![](https://doctorwomp.com/wp-content/uploads/2026/04/become_a_patron_4x1_black_logo_white_text_on_coral.png)](https://www.patreon.com/sonicaspect)

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**(PAYPAL):**

[![](https://doctorwomp.com/wp-content/uploads/2026/04/paypal-donate-button-high-quality.png)](https://paypal.me/sonicaspect?country.x=US&locale.x=en_US)